Frequency Trajectory Gives Rise to an Age-Limited Learning Effect as a Function of Input-Output Mapping in Connectionist Networks

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The stability-plasticity dilemma: investigating the continuum from catastrophic forgetting to age-limited learning effects (2013, background): “…of adding a small constant number to the derivative of the sigmoid function so that it does not go to zero for any output value, is therefore, both very simple and efﬁcient to improve the efﬁciency of connectionist networks to simulate human cognitive processes (Mermillod et al., 2009b, 2010).”